Dataset statistics
| Number of variables | 24 |
|---|---|
| Number of observations | 129487 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 61.0 MiB |
| Average record size in memory | 494.2 B |
Variable types
| Numeric | 18 |
|---|---|
| Categorical | 6 |
Inflight wifi service is highly correlated with Ease of Online booking | High correlation |
Ease of Online booking is highly correlated with Inflight wifi service | High correlation |
Food and drink is highly correlated with Seat comfort and 2 other fields | High correlation |
Seat comfort is highly correlated with Food and drink and 2 other fields | High correlation |
Inflight entertainment is highly correlated with Food and drink and 2 other fields | High correlation |
On-board service is highly correlated with Baggage handling and 1 other fields | High correlation |
Baggage handling is highly correlated with On-board service and 1 other fields | High correlation |
Inflight service is highly correlated with On-board service and 1 other fields | High correlation |
Cleanliness is highly correlated with Food and drink and 2 other fields | High correlation |
Departure Delay in Minutes is highly correlated with Arrival Delay in Minutes | High correlation |
Arrival Delay in Minutes is highly correlated with Departure Delay in Minutes | High correlation |
Inflight wifi service is highly correlated with Ease of Online booking | High correlation |
Ease of Online booking is highly correlated with Inflight wifi service | High correlation |
Food and drink is highly correlated with Seat comfort and 2 other fields | High correlation |
Seat comfort is highly correlated with Food and drink and 2 other fields | High correlation |
Inflight entertainment is highly correlated with Food and drink and 2 other fields | High correlation |
On-board service is highly correlated with Baggage handling and 1 other fields | High correlation |
Baggage handling is highly correlated with On-board service and 1 other fields | High correlation |
Inflight service is highly correlated with On-board service and 1 other fields | High correlation |
Cleanliness is highly correlated with Food and drink and 2 other fields | High correlation |
Departure Delay in Minutes is highly correlated with Arrival Delay in Minutes | High correlation |
Arrival Delay in Minutes is highly correlated with Departure Delay in Minutes | High correlation |
Inflight wifi service is highly correlated with Ease of Online booking | High correlation |
Ease of Online booking is highly correlated with Inflight wifi service | High correlation |
Food and drink is highly correlated with Inflight entertainment and 1 other fields | High correlation |
Seat comfort is highly correlated with Inflight entertainment and 1 other fields | High correlation |
Inflight entertainment is highly correlated with Food and drink and 2 other fields | High correlation |
On-board service is highly correlated with Inflight service | High correlation |
Baggage handling is highly correlated with Inflight service | High correlation |
Inflight service is highly correlated with On-board service and 1 other fields | High correlation |
Cleanliness is highly correlated with Food and drink and 2 other fields | High correlation |
Departure Delay in Minutes is highly correlated with Arrival Delay in Minutes | High correlation |
Arrival Delay in Minutes is highly correlated with Departure Delay in Minutes | High correlation |
Type of Travel is highly correlated with Class | High correlation |
satisfaction is highly correlated with Class | High correlation |
Class is highly correlated with Type of Travel and 1 other fields | High correlation |
Type of Travel is highly correlated with satisfaction | High correlation |
Inflight wifi service is highly correlated with Departure/Arrival time convenient and 4 other fields | High correlation |
Departure/Arrival time convenient is highly correlated with Inflight wifi service and 2 other fields | High correlation |
Ease of Online booking is highly correlated with Inflight wifi service and 3 other fields | High correlation |
Gate location is highly correlated with Inflight wifi service and 2 other fields | High correlation |
Food and drink is highly correlated with Seat comfort and 2 other fields | High correlation |
Online boarding is highly correlated with Inflight wifi service and 2 other fields | High correlation |
Seat comfort is highly correlated with Food and drink and 4 other fields | High correlation |
Inflight entertainment is highly correlated with Food and drink and 5 other fields | High correlation |
On-board service is highly correlated with Inflight entertainment and 3 other fields | High correlation |
Leg room service is highly correlated with On-board service and 1 other fields | High correlation |
Baggage handling is highly correlated with Inflight entertainment and 2 other fields | High correlation |
Checkin service is highly correlated with Seat comfort | High correlation |
Inflight service is highly correlated with Inflight entertainment and 3 other fields | High correlation |
Cleanliness is highly correlated with Food and drink and 3 other fields | High correlation |
Departure Delay in Minutes is highly correlated with Arrival Delay in Minutes | High correlation |
Arrival Delay in Minutes is highly correlated with Departure Delay in Minutes | High correlation |
satisfaction is highly correlated with Type of Travel and 2 other fields | High correlation |
Inflight wifi service has 3908 (3.0%) zeros | Zeros |
Departure/Arrival time convenient has 6664 (5.1%) zeros | Zeros |
Ease of Online booking has 5666 (4.4%) zeros | Zeros |
Departure Delay in Minutes has 73209 (56.5%) zeros | Zeros |
Arrival Delay in Minutes has 72753 (56.2%) zeros | Zeros |
Reproduction
| Analysis started | 2022-01-08 11:29:42.155682 |
|---|---|
| Analysis finished | 2022-01-08 11:30:24.262973 |
| Duration | 42.11 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
df_index
Real number (ℝ≥0)
| Distinct | 103656 |
|---|---|
| Distinct (%) | 80.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44158.97348 |
| Minimum | 0 |
|---|---|
| Maximum | 103903 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1011.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3246 |
| Q1 | 16230 |
| median | 38966 |
| Q3 | 71440.5 |
| 95-th percentile | 97412.7 |
| Maximum | 103903 |
| Range | 103903 |
| Interquartile range (IQR) | 55210.5 |
Descriptive statistics
| Standard deviation | 31209.52633 |
|---|---|
| Coefficient of variation (CV) | 0.7067538911 |
| Kurtosis | -1.222284219 |
| Mean | 44158.97348 |
| Median Absolute Deviation (MAD) | 25981 |
| Skewness | 0.3321172498 |
| Sum | 5718012999 |
| Variance | 974034534 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 2 | < 0.1% |
| 17305 | 2 | < 0.1% |
| 17315 | 2 | < 0.1% |
| 17314 | 2 | < 0.1% |
| 17313 | 2 | < 0.1% |
| 17312 | 2 | < 0.1% |
| 17311 | 2 | < 0.1% |
| 17310 | 2 | < 0.1% |
| 17309 | 2 | < 0.1% |
| 17308 | 2 | < 0.1% |
| Other values (103646) | 129467 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 1 | 2 | |
| 2 | 2 | |
| 3 | 2 | |
| 4 | 2 | |
| 5 | 2 | |
| 6 | 2 | |
| 7 | 2 | |
| 8 | 2 | |
| 9 | 2 |
| Value | Count | Frequency (%) |
| 103903 | 1 | |
| 103902 | 1 | |
| 103901 | 1 | |
| 103900 | 1 | |
| 103899 | 1 | |
| 103898 | 1 | |
| 103897 | 1 | |
| 103896 | 1 | |
| 103895 | 1 | |
| 103894 | 1 |
Gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.7 MiB |
| Female | |
|---|---|
| Male |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.014820021 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Female |
| 3rd row | Male |
| 4th row | Male |
| 5th row | Female |
Common Values
| Value | Count | Frequency (%) |
| Female | 65703 | |
| Male | 63784 |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| female | 65703 | |
| male | 63784 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
Customer Type
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.8 MiB |
| Loyal Customer | |
|---|---|
| disloyal Customer |
Length
| Max length | 17 |
|---|---|
| Median length | 14 |
| Mean length | 14.54941423 |
| Min length | 14 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Loyal Customer |
|---|---|
| 2nd row | Loyal Customer |
| 3rd row | disloyal Customer |
| 4th row | Loyal Customer |
| 5th row | Loyal Customer |
Common Values
| Value | Count | Frequency (%) |
| Loyal Customer | 105773 | |
| disloyal Customer | 23714 | 18.3% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| customer | 129487 | |
| loyal | 105773 | |
| disloyal | 23714 | 9.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
Age
Real number (ℝ≥0)
| Distinct | 75 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39.42876119 |
| Minimum | 7 |
|---|---|
| Maximum | 85 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1011.7 KiB |
Quantile statistics
| Minimum | 7 |
|---|---|
| 5-th percentile | 15 |
| Q1 | 27 |
| median | 40 |
| Q3 | 51 |
| 95-th percentile | 64 |
| Maximum | 85 |
| Range | 78 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 15.11759674 |
|---|---|
| Coefficient of variation (CV) | 0.3834154634 |
| Kurtosis | -0.718736869 |
| Mean | 39.42876119 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | -0.003376447203 |
| Sum | 5105512 |
| Variance | 228.5417312 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 39 | 3681 | 2.8% |
| 25 | 3501 | 2.7% |
| 40 | 3203 | 2.5% |
| 44 | 3099 | 2.4% |
| 41 | 3081 | 2.4% |
| 42 | 3011 | 2.3% |
| 43 | 2936 | 2.3% |
| 23 | 2932 | 2.3% |
| 45 | 2927 | 2.3% |
| 22 | 2926 | 2.3% |
| Other values (65) | 98190 |
| Value | Count | Frequency (%) |
| 7 | 682 | |
| 8 | 793 | |
| 9 | 852 | |
| 10 | 820 | |
| 11 | 831 | |
| 12 | 793 | |
| 13 | 805 | |
| 14 | 857 | |
| 15 | 1003 | |
| 16 | 1153 |
| Value | Count | Frequency (%) |
| 85 | 25 | < 0.1% |
| 80 | 110 | |
| 79 | 52 | < 0.1% |
| 78 | 44 | < 0.1% |
| 77 | 106 | |
| 76 | 60 | < 0.1% |
| 75 | 76 | 0.1% |
| 74 | 61 | < 0.1% |
| 73 | 67 | 0.1% |
| 72 | 248 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.9 MiB |
| Business travel | |
|---|---|
| Personal Travel |
Length
| Max length | 15 |
|---|---|
| Median length | 15 |
| Mean length | 15 |
| Min length | 15 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Business travel |
|---|---|
| 2nd row | Business travel |
| 3rd row | Business travel |
| 4th row | Business travel |
| 5th row | Business travel |
Common Values
| Value | Count | Frequency (%) |
| Business travel | 89445 | |
| Personal Travel | 40042 |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| travel | 129487 | |
| business | 89445 | |
| personal | 40042 | 15.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.7 MiB |
| Business | |
|---|---|
| Eco | |
| Eco Plus |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 5.755875107 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Eco |
|---|---|
| 2nd row | Business |
| 3rd row | Eco |
| 4th row | Business |
| 5th row | Eco |
Common Values
| Value | Count | Frequency (%) |
| Business | 61990 | |
| Eco | 58117 | |
| Eco Plus | 9380 | 7.2% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| eco | 67497 | |
| business | 61990 | |
| plus | 9380 | 6.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
Flight Distance
Real number (ℝ≥0)
| Distinct | 3821 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1190.210662 |
| Minimum | 31 |
|---|---|
| Maximum | 4983 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1011.7 KiB |
Quantile statistics
| Minimum | 31 |
|---|---|
| 5-th percentile | 176.3 |
| Q1 | 414 |
| median | 844 |
| Q3 | 1744 |
| 95-th percentile | 3381 |
| Maximum | 4983 |
| Range | 4952 |
| Interquartile range (IQR) | 1330 |
Descriptive statistics
| Standard deviation | 997.5609542 |
|---|---|
| Coefficient of variation (CV) | 0.8381381431 |
| Kurtosis | 0.2659758428 |
| Mean | 1190.210662 |
| Median Absolute Deviation (MAD) | 518 |
| Skewness | 1.108432997 |
| Sum | 154116808 |
| Variance | 995127.8574 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 337 | 840 | 0.6% |
| 594 | 505 | 0.4% |
| 404 | 479 | 0.4% |
| 862 | 472 | 0.4% |
| 2475 | 465 | 0.4% |
| 447 | 456 | 0.4% |
| 236 | 438 | 0.3% |
| 192 | 424 | 0.3% |
| 308 | 402 | 0.3% |
| 214 | 398 | 0.3% |
| Other values (3811) | 124608 |
| Value | Count | Frequency (%) |
| 31 | 11 | < 0.1% |
| 56 | 11 | < 0.1% |
| 67 | 160 | |
| 73 | 77 | |
| 74 | 42 | < 0.1% |
| 76 | 2 | < 0.1% |
| 77 | 56 | < 0.1% |
| 78 | 37 | < 0.1% |
| 80 | 3 | < 0.1% |
| 82 | 11 | < 0.1% |
| Value | Count | Frequency (%) |
| 4983 | 16 | |
| 4963 | 19 | |
| 4817 | 6 | < 0.1% |
| 4502 | 14 | |
| 4243 | 23 | |
| 4000 | 12 | |
| 3999 | 5 | < 0.1% |
| 3998 | 12 | |
| 3997 | 12 | |
| 3996 | 11 |
Inflight wifi service
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.728544178 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 3908 |
| Zeros (%) | 3.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1011.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.329234877 |
|---|---|
| Coefficient of variation (CV) | 0.4871590088 |
| Kurtosis | -0.8481420379 |
| Mean | 2.728544178 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.04040288676 |
| Sum | 353311 |
| Variance | 1.766865359 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 2 | 32236 | |
| 3 | 32087 | |
| 4 | 24702 | |
| 1 | 22250 | |
| 5 | 14304 | |
| 0 | 3908 | 3.0% |
| Value | Count | Frequency (%) |
| 0 | 3908 | 3.0% |
| 1 | 22250 | |
| 2 | 32236 | |
| 3 | 32087 | |
| 4 | 24702 | |
| 5 | 14304 |
| Value | Count | Frequency (%) |
| 5 | 14304 | |
| 4 | 24702 | |
| 3 | 32087 | |
| 2 | 32236 | |
| 1 | 22250 | |
| 0 | 3908 | 3.0% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.057349386 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 6664 |
| Zeros (%) | 5.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1011.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.526787221 |
|---|---|
| Coefficient of variation (CV) | 0.4993826441 |
| Kurtosis | -1.041058829 |
| Mean | 3.057349386 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.3322959832 |
| Sum | 395887 |
| Variance | 2.331079217 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 31786 | |
| 5 | 27906 | |
| 3 | 22302 | |
| 2 | 21478 | |
| 1 | 19351 | |
| 0 | 6664 | 5.1% |
| Value | Count | Frequency (%) |
| 0 | 6664 | 5.1% |
| 1 | 19351 | |
| 2 | 21478 | |
| 3 | 22302 | |
| 4 | 31786 | |
| 5 | 27906 |
| Value | Count | Frequency (%) |
| 5 | 27906 | |
| 4 | 31786 | |
| 3 | 22302 | |
| 2 | 21478 | |
| 1 | 19351 | |
| 0 | 6664 | 5.1% |
Ease of Online booking
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.756786396 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 5666 |
| Zeros (%) | 4.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1011.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.401661946 |
|---|---|
| Coefficient of variation (CV) | 0.5084405334 |
| Kurtosis | -0.913189637 |
| Mean | 2.756786396 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.01856230458 |
| Sum | 356968 |
| Variance | 1.96465621 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 3 | 30297 | |
| 2 | 29983 | |
| 4 | 24362 | |
| 1 | 21808 | |
| 5 | 17371 | |
| 0 | 5666 | 4.4% |
| Value | Count | Frequency (%) |
| 0 | 5666 | 4.4% |
| 1 | 21808 | |
| 2 | 29983 | |
| 3 | 30297 | |
| 4 | 24362 | |
| 5 | 17371 |
| Value | Count | Frequency (%) |
| 5 | 17371 | |
| 4 | 24362 | |
| 3 | 30297 | |
| 2 | 29983 | |
| 1 | 21808 | |
| 0 | 5666 | 4.4% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.976931869 |
| Minimum | 1 |
|---|---|
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1011.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.278479365 |
|---|---|
| Coefficient of variation (CV) | 0.4294620843 |
| Kurtosis | -1.031576714 |
| Mean | 2.976931869 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.0582841059 |
| Sum | 385473.9769 |
| Variance | 1.634509487 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 3 | 35611 | |
| 4 | 30376 | |
| 2 | 24219 | |
| 1 | 21926 | |
| 5 | 17354 | |
| 2.976908879 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 21926 | |
| 2 | 24219 | |
| 2.976908879 | 1 | < 0.1% |
| 3 | 35611 | |
| 4 | 30376 | |
| 5 | 17354 |
| Value | Count | Frequency (%) |
| 5 | 17354 | |
| 4 | 30376 | |
| 3 | 35611 | |
| 2.976908879 | 1 | < 0.1% |
| 2 | 24219 | |
| 1 | 21926 |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.20468464 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 130 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1011.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.329904921 |
|---|---|
| Coefficient of variation (CV) | 0.4149877665 |
| Kurtosis | -1.145461486 |
| Mean | 3.20468464 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.1550546438 |
| Sum | 414965 |
| Variance | 1.768647099 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 30477 | |
| 5 | 27865 | |
| 3 | 27712 | |
| 2 | 27293 | |
| 1 | 16010 | |
| 0 | 130 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 130 | 0.1% |
| 1 | 16010 | |
| 2 | 27293 | |
| 3 | 27712 | |
| 4 | 30477 | |
| 5 | 27865 |
| Value | Count | Frequency (%) |
| 5 | 27865 | |
| 4 | 30477 | |
| 3 | 27712 | |
| 2 | 27293 | |
| 1 | 16010 | |
| 0 | 130 | 0.1% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.329864034 |
| Minimum | 1 |
|---|---|
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1011.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3.25272035 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.251950027 |
|---|---|
| Coefficient of variation (CV) | 0.3759763205 |
| Kurtosis | -0.9009701603 |
| Mean | 3.329864034 |
| Median Absolute Deviation (MAD) | 0.7472796497 |
| Skewness | -0.3430062613 |
| Sum | 431174.1042 |
| Variance | 1.567378871 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 38353 | |
| 3 | 27040 | |
| 5 | 25941 | |
| 2 | 21866 | |
| 1 | 13216 | 10.2% |
| 3.25272035 | 3071 | 2.4% |
| Value | Count | Frequency (%) |
| 1 | 13216 | 10.2% |
| 2 | 21866 | |
| 3 | 27040 | |
| 3.25272035 | 3071 | 2.4% |
| 4 | 38353 | |
| 5 | 25941 |
| Value | Count | Frequency (%) |
| 5 | 25941 | |
| 4 | 38353 | |
| 3.25272035 | 3071 | 2.4% |
| 3 | 27040 | |
| 2 | 21866 | |
| 1 | 13216 | 10.2% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.44161531 |
| Minimum | 1 |
|---|---|
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1011.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.319132959 |
|---|---|
| Coefficient of variation (CV) | 0.3832889037 |
| Kurtosis | -0.9222779693 |
| Mean | 3.44161531 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.4861726439 |
| Sum | 445644.4416 |
| Variance | 1.740111763 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 39651 | |
| 5 | 33056 | |
| 3 | 23258 | |
| 2 | 18462 | |
| 1 | 15059 | 11.6% |
| 3.441588731 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 15059 | 11.6% |
| 2 | 18462 | |
| 3 | 23258 | |
| 3.441588731 | 1 | < 0.1% |
| 4 | 39651 | |
| 5 | 33056 |
| Value | Count | Frequency (%) |
| 5 | 33056 | |
| 4 | 39651 | |
| 3.441588731 | 1 | < 0.1% |
| 3 | 23258 | |
| 2 | 18462 | |
| 1 | 15059 | 11.6% |
Inflight entertainment
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.358533638 |
| Minimum | 1 |
|---|---|
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1011.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.333561786 |
|---|---|
| Coefficient of variation (CV) | 0.3970666756 |
| Kurtosis | -1.062857444 |
| Mean | 3.358533638 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.3658013488 |
| Sum | 434886.4452 |
| Variance | 1.778387038 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 36682 | |
| 5 | 31451 | |
| 3 | 23805 | |
| 2 | 21897 | |
| 1 | 15634 | |
| 3.358066833 | 18 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 15634 | |
| 2 | 21897 | |
| 3 | 23805 | |
| 3.358066833 | 18 | < 0.1% |
| 4 | 36682 | |
| 5 | 31451 |
| Value | Count | Frequency (%) |
| 5 | 31451 | |
| 4 | 36682 | |
| 3.358066833 | 18 | < 0.1% |
| 3 | 23805 | |
| 2 | 21897 | |
| 1 | 15634 |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.383204492 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 5 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1011.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.287032394 |
|---|---|
| Coefficient of variation (CV) | 0.3804181499 |
| Kurtosis | -0.8885193486 |
| Mean | 3.383204492 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.4214850217 |
| Sum | 438081 |
| Variance | 1.656452382 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 38587 | |
| 5 | 29407 | |
| 3 | 28460 | |
| 2 | 18290 | |
| 1 | 14738 | 11.4% |
| 0 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 5 | < 0.1% |
| 1 | 14738 | 11.4% |
| 2 | 18290 | |
| 3 | 28460 | |
| 4 | 38587 | |
| 5 | 29407 |
| Value | Count | Frequency (%) |
| 5 | 29407 | |
| 4 | 38587 | |
| 3 | 28460 | |
| 2 | 18290 | |
| 1 | 14738 | 11.4% |
| 0 | 5 | < 0.1% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.366727162 |
| Minimum | 1 |
|---|---|
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1011.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.29625636 |
|---|---|
| Coefficient of variation (CV) | 0.3850197231 |
| Kurtosis | -1.047170336 |
| Mean | 3.366727162 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.3214451534 |
| Sum | 435947.4 |
| Variance | 1.68028055 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 35779 | |
| 5 | 30815 | |
| 3 | 24982 | |
| 2 | 24469 | |
| 1 | 12846 | 9.9% |
| 3.4 | 596 | 0.5% |
| Value | Count | Frequency (%) |
| 1 | 12846 | 9.9% |
| 2 | 24469 | |
| 3 | 24982 | |
| 3.4 | 596 | 0.5% |
| 4 | 35779 | |
| 5 | 30815 |
| Value | Count | Frequency (%) |
| 5 | 30815 | |
| 4 | 35779 | |
| 3.4 | 596 | 0.5% |
| 3 | 24982 | |
| 2 | 24469 | |
| 1 | 12846 | 9.9% |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.2 MiB |
| 4 | |
|---|---|
| 5 | |
| 3 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 5 |
|---|---|
| 2nd row | 4 |
| 3rd row | 3 |
| 4th row | 1 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 46631 | |
| 5 | 33761 | |
| 3 | 25771 | |
| 2 | 14316 | 11.1% |
| 1 | 9008 | 7.0% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| 4 | 46631 | |
| 5 | 33761 | |
| 3 | 25771 | |
| 2 | 14316 | 11.1% |
| 1 | 9008 | 7.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.306239236 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1011.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.26614617 |
|---|---|
| Coefficient of variation (CV) | 0.3829566101 |
| Kurtosis | -0.8298618171 |
| Mean | 3.306239236 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.3665794799 |
| Sum | 428115 |
| Variance | 1.603126124 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 36229 | |
| 3 | 35343 | |
| 5 | 25800 | |
| 1 | 16058 | |
| 2 | 16056 | |
| 0 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 16058 | |
| 2 | 16056 | |
| 3 | 35343 | |
| 4 | 36229 | |
| 5 | 25800 |
| Value | Count | Frequency (%) |
| 5 | 25800 | |
| 4 | 36229 | |
| 3 | 35343 | |
| 2 | 16056 | |
| 1 | 16058 | |
| 0 | 1 | < 0.1% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.642373366 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 5 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1011.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.176613843 |
|---|---|
| Coefficient of variation (CV) | 0.323034935 |
| Kurtosis | -0.3571576032 |
| Mean | 3.642373366 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.6921182799 |
| Sum | 471640 |
| Variance | 1.384420137 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 47198 | |
| 5 | 33962 | |
| 3 | 25232 | |
| 2 | 14252 | 11.0% |
| 1 | 8838 | 6.8% |
| 0 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 5 | < 0.1% |
| 1 | 8838 | 6.8% |
| 2 | 14252 | 11.0% |
| 3 | 25232 | |
| 4 | 47198 | |
| 5 | 33962 |
| Value | Count | Frequency (%) |
| 5 | 33962 | |
| 4 | 47198 | |
| 3 | 25232 | |
| 2 | 14252 | 11.0% |
| 1 | 8838 | 6.8% |
| 0 | 5 | < 0.1% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.286577086 |
| Minimum | 1 |
|---|---|
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1011.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.313179361 |
|---|---|
| Coefficient of variation (CV) | 0.3995583633 |
| Kurtosis | -1.015863098 |
| Mean | 3.286577086 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.3003492893 |
| Sum | 425569.0071 |
| Variance | 1.724440035 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 33871 | |
| 3 | 30552 | |
| 5 | 28321 | |
| 2 | 20049 | |
| 1 | 16680 | |
| 3.286221783 | 14 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 16680 | |
| 2 | 20049 | |
| 3 | 30552 | |
| 3.286221783 | 14 | < 0.1% |
| 4 | 33871 | |
| 5 | 28321 |
| Value | Count | Frequency (%) |
| 5 | 28321 | |
| 4 | 33871 | |
| 3.286221783 | 14 | < 0.1% |
| 3 | 30552 | |
| 2 | 20049 | |
| 1 | 16680 |
Departure Delay in Minutes
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 464 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.64338505 |
| Minimum | 0 |
|---|---|
| Maximum | 1592 |
| Zeros | 73209 |
| Zeros (%) | 56.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1011.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 12 |
| 95-th percentile | 77 |
| Maximum | 1592 |
| Range | 1592 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 37.93286655 |
|---|---|
| Coefficient of variation (CV) | 2.590443837 |
| Kurtosis | 101.8829471 |
| Mean | 14.64338505 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.853577956 |
| Sum | 1896128 |
| Variance | 1438.902365 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 73209 | |
| 1 | 3671 | 2.8% |
| 2 | 2845 | 2.2% |
| 3 | 2530 | 2.0% |
| 4 | 2298 | 1.8% |
| 5 | 2131 | 1.6% |
| 6 | 1881 | 1.5% |
| 7 | 1745 | 1.3% |
| 8 | 1613 | 1.2% |
| 9 | 1550 | 1.2% |
| Other values (454) | 36014 |
| Value | Count | Frequency (%) |
| 0 | 73209 | |
| 1 | 3671 | 2.8% |
| 2 | 2845 | 2.2% |
| 3 | 2530 | 2.0% |
| 4 | 2298 | 1.8% |
| 5 | 2131 | 1.6% |
| 6 | 1881 | 1.5% |
| 7 | 1745 | 1.3% |
| 8 | 1613 | 1.2% |
| 9 | 1550 | 1.2% |
| Value | Count | Frequency (%) |
| 1592 | 1 | |
| 1305 | 1 | |
| 1128 | 1 | |
| 1017 | 1 | |
| 978 | 1 | |
| 951 | 1 | |
| 933 | 1 | |
| 930 | 1 | |
| 921 | 1 | |
| 859 | 1 |
Arrival Delay in Minutes
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 472 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.09112884 |
| Minimum | 0 |
|---|---|
| Maximum | 1584 |
| Zeros | 72753 |
| Zeros (%) | 56.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1011.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 13 |
| 95-th percentile | 78 |
| Maximum | 1584 |
| Range | 1584 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 38.46565024 |
|---|---|
| Coefficient of variation (CV) | 2.548891514 |
| Kurtosis | 95.11711419 |
| Mean | 15.09112884 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.670124611 |
| Sum | 1954105 |
| Variance | 1479.606248 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 72753 | |
| 1 | 2747 | 2.1% |
| 2 | 2587 | 2.0% |
| 3 | 2442 | 1.9% |
| 4 | 2373 | 1.8% |
| 5 | 2083 | 1.6% |
| 6 | 2021 | 1.6% |
| 7 | 1794 | 1.4% |
| 8 | 1751 | 1.4% |
| 9 | 1566 | 1.2% |
| Other values (462) | 37370 |
| Value | Count | Frequency (%) |
| 0 | 72753 | |
| 1 | 2747 | 2.1% |
| 2 | 2587 | 2.0% |
| 3 | 2442 | 1.9% |
| 4 | 2373 | 1.8% |
| 5 | 2083 | 1.6% |
| 6 | 2021 | 1.6% |
| 7 | 1794 | 1.4% |
| 8 | 1751 | 1.4% |
| 9 | 1566 | 1.2% |
| Value | Count | Frequency (%) |
| 1584 | 1 | |
| 1280 | 1 | |
| 1115 | 1 | |
| 1011 | 1 | |
| 970 | 1 | |
| 952 | 1 | |
| 940 | 1 | |
| 924 | 1 | |
| 920 | 1 | |
| 860 | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.1 MiB |
| neutral or dissatisfied | |
|---|---|
| satisfied |
Length
| Max length | 23 |
|---|---|
| Median length | 23 |
| Mean length | 16.91701097 |
| Min length | 9 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | satisfied |
|---|---|
| 2nd row | satisfied |
| 3rd row | neutral or dissatisfied |
| 4th row | satisfied |
| 5th row | satisfied |
Common Values
| Value | Count | Frequency (%) |
| neutral or dissatisfied | 73225 | |
| satisfied | 56262 |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| neutral | 73225 | |
| or | 73225 | |
| dissatisfied | 73225 | |
| satisfied | 56262 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| df_index | Gender | Customer Type | Age | Type of Travel | Class | Flight Distance | Inflight wifi service | Departure/Arrival time convenient | Ease of Online booking | Gate location | Food and drink | Online boarding | Seat comfort | Inflight entertainment | On-board service | Leg room service | Baggage handling | Checkin service | Inflight service | Cleanliness | Departure Delay in Minutes | Arrival Delay in Minutes | satisfaction | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | Female | Loyal Customer | 52 | Business travel | Eco | 160 | 5 | 4 | 3 | 4.0 | 3 | 4.0 | 3.0 | 5.0 | 5 | 5.0 | 5 | 2 | 5 | 5.0 | 50 | 44.0 | satisfied |
| 1 | 1 | Female | Loyal Customer | 36 | Business travel | Business | 2863 | 1 | 1 | 3 | 1.0 | 5 | 4.0 | 5.0 | 4.0 | 4 | 4.0 | 4 | 3 | 4 | 5.0 | 0 | 0.0 | satisfied |
| 2 | 2 | Male | disloyal Customer | 20 | Business travel | Eco | 192 | 2 | 0 | 2 | 4.0 | 2 | 2.0 | 2.0 | 2.0 | 4 | 1.0 | 3 | 2 | 2 | 2.0 | 0 | 0.0 | neutral or dissatisfied |
| 3 | 3 | Male | Loyal Customer | 44 | Business travel | Business | 3377 | 0 | 0 | 0 | 2.0 | 3 | 4.0 | 4.0 | 1.0 | 1 | 1.0 | 1 | 3 | 1 | 4.0 | 0 | 6.0 | satisfied |
| 4 | 4 | Female | Loyal Customer | 49 | Business travel | Eco | 1182 | 2 | 3 | 4 | 3.0 | 4 | 1.0 | 2.0 | 2.0 | 2 | 2.0 | 2 | 4 | 2 | 4.0 | 0 | 20.0 | satisfied |
| 5 | 5 | Male | Loyal Customer | 16 | Business travel | Eco | 311 | 3 | 3 | 3 | 3.0 | 5 | 5.0 | 3.0 | 5.0 | 4 | 3.0 | 1 | 1 | 2 | 5.0 | 0 | 0.0 | satisfied |
| 6 | 6 | Female | Loyal Customer | 77 | Business travel | Business | 3987 | 5 | 5 | 5 | 5.0 | 3 | 5.0 | 5.0 | 5.0 | 5 | 5.0 | 5 | 4 | 5 | 3.0 | 0 | 0.0 | satisfied |
| 7 | 7 | Female | Loyal Customer | 43 | Business travel | Business | 2556 | 2 | 2 | 2 | 2.0 | 4 | 4.0 | 5.0 | 4.0 | 4 | 4.0 | 4 | 5 | 4 | 3.0 | 77 | 65.0 | satisfied |
| 8 | 8 | Male | Loyal Customer | 47 | Business travel | Eco | 556 | 5 | 2 | 2 | 2.0 | 5 | 5.0 | 5.0 | 5.0 | 2 | 2.0 | 5 | 3 | 3 | 5.0 | 1 | 0.0 | satisfied |
| 9 | 9 | Female | Loyal Customer | 46 | Business travel | Business | 1744 | 2 | 2 | 2 | 2.0 | 3 | 4.0 | 4.0 | 4.0 | 4 | 4.0 | 4 | 5 | 4 | 4.0 | 28 | 14.0 | satisfied |
Last rows
| df_index | Gender | Customer Type | Age | Type of Travel | Class | Flight Distance | Inflight wifi service | Departure/Arrival time convenient | Ease of Online booking | Gate location | Food and drink | Online boarding | Seat comfort | Inflight entertainment | On-board service | Leg room service | Baggage handling | Checkin service | Inflight service | Cleanliness | Departure Delay in Minutes | Arrival Delay in Minutes | satisfaction | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 129477 | 103894 | Male | Loyal Customer | 26 | Business travel | Business | 712 | 4 | 4 | 4 | 4.0 | 5 | 5.0 | 5.0 | 5.0 | 3 | 4.0 | 4 | 3 | 4 | 5.0 | 17 | 26.0 | satisfied |
| 129478 | 103895 | Female | disloyal Customer | 24 | Business travel | Eco | 1055 | 1 | 1 | 1 | 2.0 | 1 | 1.0 | 1.0 | 1.0 | 3 | 3.0 | 5 | 5 | 4 | 1.0 | 13 | 10.0 | neutral or dissatisfied |
| 129479 | 103896 | Male | Loyal Customer | 57 | Business travel | Eco | 867 | 4 | 5 | 5 | 5.0 | 4 | 4.0 | 4.0 | 4.0 | 3 | 4.0 | 3 | 1 | 3 | 4.0 | 0 | 0.0 | neutral or dissatisfied |
| 129480 | 103897 | Female | Loyal Customer | 60 | Business travel | Business | 1599 | 5 | 5 | 5 | 5.0 | 5 | 5.0 | 4.0 | 4.0 | 4 | 4.0 | 4 | 4 | 4 | 4.0 | 9 | 7.0 | satisfied |
| 129481 | 103898 | Male | Loyal Customer | 50 | Personal Travel | Eco | 1620 | 3 | 1 | 3 | 4.0 | 2 | 3.0 | 2.0 | 2.0 | 4 | 3.0 | 4 | 2 | 4 | 2.0 | 0 | 0.0 | neutral or dissatisfied |
| 129482 | 103899 | Female | disloyal Customer | 23 | Business travel | Eco | 192 | 2 | 1 | 2 | 3.0 | 2 | 2.0 | 2.0 | 2.0 | 3 | 1.0 | 4 | 2 | 3 | 2.0 | 3 | 0.0 | neutral or dissatisfied |
| 129483 | 103900 | Male | Loyal Customer | 49 | Business travel | Business | 2347 | 4 | 4 | 4 | 4.0 | 2 | 4.0 | 5.0 | 5.0 | 5 | 5.0 | 5 | 5 | 5 | 4.0 | 0 | 0.0 | satisfied |
| 129484 | 103901 | Male | disloyal Customer | 30 | Business travel | Business | 1995 | 1 | 1 | 1 | 3.0 | 4 | 1.0 | 5.0 | 4.0 | 3 | 2.0 | 4 | 5 | 5 | 4.0 | 7 | 14.0 | neutral or dissatisfied |
| 129485 | 103902 | Female | disloyal Customer | 22 | Business travel | Eco | 1000 | 1 | 1 | 1 | 5.0 | 1 | 1.0 | 1.0 | 1.0 | 4 | 5.0 | 1 | 5 | 4 | 1.0 | 0 | 0.0 | neutral or dissatisfied |
| 129486 | 103903 | Male | Loyal Customer | 27 | Business travel | Business | 1723 | 1 | 3 | 3 | 3.0 | 1 | 1.0 | 1.0 | 1.0 | 1 | 1.0 | 4 | 4 | 3 | 1.0 | 0 | 0.0 | neutral or dissatisfied |